Distribution Analyzer, a methodology for identifying and clustering outlier conditions from single-cell distributions, and its application to a Nanog reporter RNAi screen.
Julian GingoldEd CoakleyJie SuDung-Fang LeeZerlina LauHongwei ZhouDan FelsenfeldChristoph SchanielIhor LemischkaPublished in: BMC Bioinform. (2015)
Keyphrases
- probability distribution
- outlier detection
- random variables
- power law
- clustering algorithm
- statistical distributions
- sufficient conditions
- clustering method
- log normal
- k means
- negative binomial
- gaussian distribution
- independent and identically distributed
- normal distribution
- cluster analysis
- hierarchical clustering
- heavy tailed
- distribution function
- lognormal distribution
- heavy tails
- joint distribution
- categorical data
- unsupervised learning
- probability density
- exponential family
- class conditional
- conditional distribution
- spectral clustering
- poisson distribution
- self organizing maps
- image segmentation
- data mining